{"id":"W3209416369","doi":"10.3389/fmars.2021.699318","title":"Darkening of the Svalbard Fjords Waters Observed With Satellite Ocean Color Imagery in 1997–2019","year":2021,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Fjord; Meltwater; Arctic; Oceanography; Sea ice; Environmental science; Context (archaeology); Arctic ice pack; Climatology; Climate change; Satellite imagery; Geology; Glacier; Physical geography; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001028416,0.000139625,0.0002662785,0.0001731795,0.0001104623,0.00008693895,0.0006454112,0.00003471383,0.000107177],"category_scores_gemma":[0.0001119317,0.00009070378,0.0000466094,0.001935679,0.0004374509,0.0004135076,0.000228226,0.0001937919,0.000004856931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000218054,"about_ca_system_score_gemma":0.0003710799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002911265,"about_ca_topic_score_gemma":0.005357242,"domain_scores_codex":[0.9982118,0.0001143084,0.0003284239,0.000414402,0.0004813502,0.0004497403],"domain_scores_gemma":[0.9993302,0.00004941848,0.00008598331,0.0003783286,0.0000696684,0.00008640256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005153096,0.00001357573,0.9757255,0.0000299876,0.00000395207,0.00004458084,0.000198983,0.001133304,0.0001220925,0.00001369394,0.0002773119,0.02238548],"study_design_scores_gemma":[0.000331956,0.00005617479,0.9892295,0.00006663478,0.000005011301,0.00001835392,0.0009649214,0.005746693,0.001456074,0.0003301131,0.0016399,0.0001546964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848759,0.00009342939,0.00006171304,0.0002594981,0.0008813664,0.0001714028,0.00001818803,0.00001113691,0.01362744],"genre_scores_gemma":[0.9900579,0.00005805356,0.008365044,0.0001088736,0.00002159898,8.57509e-7,0.00002639465,0.000003575932,0.001357731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02223079,"threshold_uncertainty_score":0.4400982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007724109157868917,"score_gpt":0.1746917039881778,"score_spread":0.1669675948303089,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}